EcoTab is a stepwise model routing framework that separately estimates uncertainties for table tokens and text tokens to improve cost-efficiency in table reasoning.
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SpreadsheetAgent uses incremental multi-format reading, structural sketching, and verification to raise spreadsheet benchmark accuracy from 35.27% to 38.16%.
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Rethinking Stepwise Model Routing: A Cost-Efficient Table Reasoning Perspective
EcoTab is a stepwise model routing framework that separately estimates uncertainties for table tokens and text tokens to improve cost-efficiency in table reasoning.
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Towards Robust Real-World Spreadsheet Understanding with Multi-Agent Multi-Format Reasoning
SpreadsheetAgent uses incremental multi-format reading, structural sketching, and verification to raise spreadsheet benchmark accuracy from 35.27% to 38.16%.